Quantitative Finance & AI Evaluation
Principal-led expertise for complex quantitative and AI mandates.
Quantitative Finance & AI Evaluation
Principal-led expertise for complex quantitative and AI mandates.
Principal-led expertise for complex quantitative and AI mandates.
Principal-led expertise for complex quantitative and AI mandates.
Principal-led quantitative finance and AI evaluation across the full lifecycle — from model development and validation to analytics, governance and controlled AI testing.
Cross-asset pricing, risk and capital models designed, implemented and tested for institutional use.
Independent challenge of methodology, implementation and model performance, with clear remediation and lifecycle controls.
Decision-ready analytics, P&L explain, risk monitoring and advisory across model architecture, capital and ALM.
Independent evaluation and benchmark engineering across code, reasoning and agent workflows, with traceable verification and QC.
We work with financial institutions, investment firms, regulators, consultancies and technology platforms on complex quantitative and AI mandates requiring deep expertise, independent challenge and controlled delivery.
Pricing, risk, capital, validation and governance across trading and banking books.
Investment, valuation, ALM and risk analytics for institutional portfolios.
Pricing, risk and analytics for fast-moving trading environments.
Independent quantitative expertise for complex advisory, validation and governance mandates.
AI systems evaluation, benchmark design and quantitative expertise for technical workflows.
ALM, hedging and market-risk analytics for treasury decisions.
Pricing, risk and capital models with measurable impact.
Independent validation, benchmarking and governance at scale.
Risk analytics and advisory that improve decisions and delivery.
Rigorous AI evaluation, benchmarks and verification.
Quantitative discipline, robust testing and evidence-led judgement in every engagement.
Clear challenge, transparent assumptions and conclusions that stand up to scrutiny.
Solutions designed for implementation, governance and practical decision-making.
Focused on tangible improvements in accuracy, control, efficiency and business outcomes.

cipris is a principal-led consultancy specialising in quantitative finance and AI systems evaluation.
We deliver complex mandates across model development, validation and governance, analytics and advisory, and AI evaluation.
Our approach combines quantitative depth, independent challenge and controlled implementation to deliver robust, decision-ready outcomes.
Whether you need support with quantitative model development, validation and governance, analytics and advisory, or AI systems evaluation, tell us what you are working on and we’ll respond directly.
London, UK
Independent perspectives on quantitative finance, model risk and AI systems evaluation.
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